GPT4Graph: Can Large Language Models Understand Graph Structured Data ? An Empirical Evaluation and Benchmarking

24 May 2023

Papers citing "GPT4Graph: Can Large Language Models Understand Graph Structured Data ? An Empirical Evaluation and Benchmarking"

50 / 117 papers shown

Title
Enhancing Collaborative Semantics of Language Model-Driven Recommendations via Graph-Aware Learning Zhong Guan Likang Wu Hongke Zhao Ming He Jianpin Fan 48 3 0 19 Jun 2024
StrucText-Eval: An Autogenerated Benchmark for Evaluating Large Language Model's Ability in Structure-Rich Text Understanding Zhouhong Gu Haoning Ye Zeyang Zhou Hongwei Feng Yanghua Xiao ELM 52 1 0 15 Jun 2024
TEG-DB: A Comprehensive Dataset and Benchmark of Textual-Edge Graphs Zhuofeng Li Zixing Gou Xiangnan Zhang Zhongyuan Liu Sirui Li Yuntong Hu Chen Ling Zheng Zhang Liang Zhao 42 6 0 14 Jun 2024
Automated Molecular Concept Generation and Labeling with Large Language Models Shichang Zhang Botao Xia Zimin Zhang Qianli Wu Fang Sun Ziniu Hu Yizhou Sun 43 0 0 13 Jun 2024
Source Code Foundation Models are Transferable Binary Analysis Knowledge Bases Zian Su Xiangzhe Xu Ziyang Huang Kaiyuan Zhang Xiangyu Zhang 34 6 0 30 May 2024
Unleashing the Potential of Text-attributed Graphs: Automatic Relation Decomposition via Large Language Models Hyunjin Seo Taewon Kim J. Yang Eunho Yang 47 0 0 28 May 2024
Intruding with Words: Towards Understanding Graph Injection Attacks at the Text Level Runlin Lei Yuwei Hu Yuchen Ren Zhewei Wei 40 2 0 26 May 2024
Vision Language Models for Spreadsheet Understanding: Challenges and Opportunities Shiyu Xia Junyu Xiong Haoyu Dong Jianbo Zhao Yuzhang Tian Mengyu Zhou Yeye He Shi Han Dongmei Zhang VLM CoGe LMTD 50 1 0 25 May 2024
ALPINE: Unveiling the Planning Capability of Autoregressive Learning in Language Models Siwei Wang Yifei Shen Shi Feng Haoran Sun Shang-Hua Teng Wei Chen 41 4 0 15 May 2024
A Survey of Large Language Models for Graphs Xubin Ren Jiabin Tang Dawei Yin Nitesh V. Chawla Chao Huang 30 31 0 10 May 2024
FedSI: Federated Subnetwork Inference for Efficient Uncertainty Quantification Hui Chen Hengyu Liu Zhangkai Wu Xuhui Fan LongBing Cao FedML 33 2 0 24 Apr 2024
Graph Machine Learning in the Era of Large Language Models (LLMs) Wenqi Fan Shijie Wang Jiani Huang Zhikai Chen Yu Song ... Haitao Mao Hui Liu Xiaorui Liu Dawei Yin Qing Li AI4CE 33 23 0 23 Apr 2024
A Survey of Large Language Models on Generative Graph Analytics: Query, Learning, and Applications Wenbo Shang Xin Huang 29 9 0 23 Apr 2024
Test-Time Training on Graphs with Large Language Models (LLMs) Jiaxin Zhang Yiqi Wang Xihong Yang Siwei Wang Yu Feng Yu Shi Ruicaho Ren En Zhu Xinwang Liu 50 2 0 21 Apr 2024
Exploring Autonomous Agents through the Lens of Large Language Models: A Review Saikat Barua LM&MA LLMAG 33 15 0 05 Apr 2024
Exploring the Potential of Large Language Models in Graph Generation Yang Yao Xin Wang Zeyang Zhang Yi Qin Ziwei Zhang Xu Chu Yuekui Yang Wenwu Zhu Hong-yan Mei 43 11 0 21 Mar 2024
FocusCLIP: Multimodal Subject-Level Guidance for Zero-Shot Transfer in Human-Centric Tasks Muhammad Gul Zain Ali Khan Muhammad Ferjad Naeem F. Tombari Luc Van Gool Didier Stricker Muhammad Zeshan Afzal VLM CLIP 47 3 0 11 Mar 2024
Benchmarking Large Language Models for Molecule Prediction Tasks Zhiqiang Zhong Kuangyu Zhou Davide Mottin 35 8 0 08 Mar 2024
GraphInstruct: Empowering Large Language Models with Graph Understanding and Reasoning Capability Zihan Luo Xiran Song Hong Huang Jianxun Lian Chenhao Zhang Jinqi Jiang Xing Xie LRM 31 31 0 07 Mar 2024
MuseGraph: Graph-oriented Instruction Tuning of Large Language Models for Generic Graph Mining Yanchao Tan Hang Lv Xin Huang Jiawei Zhang Shiping Wang Carl Yang 45 11 0 02 Mar 2024
Harnessing Large Language Models as Post-hoc Correctors Zhiqiang Zhong Kuangyu Zhou Davide Mottin 34 4 0 20 Feb 2024
A Unified Taxonomy-Guided Instruction Tuning Framework for Entity Set Expansion and Taxonomy Expansion Yanzhen Shen Yu Zhang Yunyi Zhang Jiawei Han 50 5 0 20 Feb 2024
Microstructures and Accuracy of Graph Recall by Large Language Models Yanbang Wang Hejie Cui Jon M. Kleinberg 42 2 0 19 Feb 2024
Towards Versatile Graph Learning Approach: from the Perspective of Large Language Models Lanning Wei Jun Gao Huan Zhao Quanming Yao 33 1 0 18 Feb 2024
Direct Evaluation of Chain-of-Thought in Multi-hop Reasoning with Knowledge Graphs Minh-Vuong Nguyen Linhao Luo Fatemeh Shiri Dinh Q. Phung Yuan-Fang Li Thuy-Trang Vu Gholamreza Haffari KELM LRM 31 9 0 17 Feb 2024
InstructGraph: Boosting Large Language Models via Graph-centric Instruction Tuning and Preference Alignment Jianing Wang Junda Wu Yupeng Hou Yao Liu Ming Gao Julian McAuley 35 32 0 13 Feb 2024
LLaGA: Large Language and Graph Assistant Runjin Chen Tong Zhao Ajay Jaiswal Neil Shah Zhangyang Wang 23 55 0 13 Feb 2024
Continual Learning on Graphs: A Survey Zonggui Tian Duanhao Zhang Hong-Ning Dai 47 5 0 09 Feb 2024
Let Your Graph Do the Talking: Encoding Structured Data for LLMs Bryan Perozzi Bahare Fatemi Dustin Zelle Anton Tsitsulin Mehran Kazemi Rami Al-Rfou Jonathan J. Halcrow GNN 42 55 0 08 Feb 2024
Graph-enhanced Large Language Models in Asynchronous Plan Reasoning Fangru Lin Emanuele La Malfa Valentin Hofmann Elle Michelle Yang Anthony Cohn J. Pierrehumbert LRM 53 16 0 05 Feb 2024
Advancing Graph Representation Learning with Large Language Models: A Comprehensive Survey of Techniques Qiheng Mao Zemin Liu Chenghao Liu Zhuo Li Jianling Sun 24 7 0 04 Feb 2024
GITA: Graph to Visual and Textual Integration for Vision-Language Graph Reasoning Yanbin Wei Shuai Fu Weisen Jiang Zejian Zhang Zhixiong Zeng Qi Wu James T. Kwok Yu Zhang 35 12 0 03 Feb 2024
Demystifying Chains, Trees, and Graphs of Thoughts Maciej Besta Florim Memedi Zhenyu Zhang Robert Gerstenberger Guangyuan Piao ... Aleš Kubíček H. Niewiadomski Aidan O'Mahony Onur Mutlu Torsten Hoefler AI4CE LRM 75 27 0 25 Jan 2024
Chain of History: Learning and Forecasting with LLMs for Temporal Knowledge Graph Completion Ruilin Luo Tianle Gu Haoling Li Junzhe Li Zicheng Lin Jiayi Li Yujiu Yang AI4CE 36 7 0 11 Jan 2024
Large Language Models on Graphs: A Comprehensive Survey Bowen Jin Gang Liu Chi Han Meng Jiang Heng Ji Jiawei Han AI4CE 42 141 0 05 Dec 2023
A Survey of Graph Meets Large Language Model: Progress and Future Directions Yuhan Li Zhixun Li Peisong Wang Jia Li Xiangguo Sun Hongtao Cheng Jeffrey Xu Yu 46 56 0 21 Nov 2023
Which Modality should I use -- Text, Motif, or Image? : Understanding Graphs with Large Language Models Debarati Das Ishaan Gupta Jaideep Srivastava Dongyeop Kang 41 9 0 16 Nov 2023
Disentangled Representation Learning with Large Language Models for Text-Attributed Graphs Yi Qin Xin Wang Ziwei Zhang Wenwu Zhu AI4CE 22 29 0 27 Oct 2023
Graph Agent: Explicit Reasoning Agent for Graphs Qinyong Wang Zhenxiang Gao Rong Xu AI4CE 23 5 0 25 Oct 2023
Making Large Language Models Perform Better in Knowledge Graph Completion Yichi Zhang Zhuo Chen Lingbing Guo Yajing Xu Wen Zhang Hua-zeng Chen 32 41 0 10 Oct 2023
GraphLLM: Boosting Graph Reasoning Ability of Large Language Model Ziwei Chai Tianjie Zhang Liang Wu Kaiqiao Han Xiaohai Hu Xuanwen Huang Yang Yang AI4MH LRM 19 58 0 09 Oct 2023
Integrating Graphs with Large Language Models: Methods and Prospects Shirui Pan Yizhen Zheng Yixin Liu AIFin 35 26 0 09 Oct 2023
Beyond Text: A Deep Dive into Large Language Models' Ability on Understanding Graph Data Yuntong Hu Zhengwu Zhang Liang Zhao GNN 34 23 0 07 Oct 2023
Label-free Node Classification on Graphs with Large Language Models (LLMS) Zhikai Chen Haitao Mao Hongzhi Wen Haoyu Han Wei-dong Jin Haiyang Zhang Hui Liu Jiliang Tang 36 75 0 07 Oct 2023
Talk like a Graph: Encoding Graphs for Large Language Models Bahare Fatemi Jonathan J. Halcrow Bryan Perozzi AI4CE 25 95 0 06 Oct 2023
Thought Propagation: An Analogical Approach to Complex Reasoning with Large Language Models Junchi Yu Ran He Rex Ying LRM 61 26 0 06 Oct 2023
Concise and Organized Perception Facilitates Reasoning in Large Language Models Junjie Liu Shaotian Yan Chen Shen Zhengdong Xiao Wenxiao Wang Jieping Ye Jieping Ye LRM 26 1 0 05 Oct 2023
GraphText: Graph Reasoning in Text Space Jianan Zhao Le Zhuo Yikang Shen Meng Qu Kai Liu Michael M. Bronstein Zhaocheng Zhu Jian Tang 109 72 0 02 Oct 2023
Graph Neural Architecture Search with GPT-4 Haishuai Wang Yang Gao Xin-Min Zheng Peng Zhang Hongyang Chen Jiajun Bu Philip S. Yu AI4CE 36 28 0 30 Sep 2023
One for All: Towards Training One Graph Model for All Classification Tasks Hao Liu Jiarui Feng Lecheng Kong Ningyue Liang Dacheng Tao Yixin Chen Muhan Zhang AI4CE 15 112 0 29 Sep 2023